Understanding the apparent superiority of over-sampling through an analysis of local information for class-imbalanced data

Data plays a key role in the design of expert and intelligent systems and therefore, data preprocessing appears to be a critical step to produce high-quality data and build accurate machine learning models. Over the past decades, increasing attention has been paid towards the issue of class imbalanc...

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Bibliographic Details
Main Author: García, Vicente
Other Authors: Sánchez Garreta, Josep Salvador, Marqués, Ana, Florencia, Rogelio, Rivera Zarate, Gilberto
Format: Artículo
Published: 2019
Online Access:https://www.sciencedirect.com/science/article/pii/S0957417419307432
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